§ The result
Sapia.ai leads RippleMatch by 10 points.
Sapia.ai, filed under Assessment, comes out 10 points above RippleMatch, filed under Sourcing: 56 against 46 under rubric v1.0. Sapia.ai leads 6 of the 7 criteria, including Article 11 Technical Documentation, while RippleMatch leads 1, including Bias Audit Transparency. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — RippleMatch 46, Sapia.ai 70 — and at a 20% weight it carries 47% of the weighted advantage Sapia.ai holds across the 6 criteria on that side of the table.
Vendor profile
RippleMatch
RippleMatch is an early-career recruiting platform that sources students and recent graduates for employers' roles, ranks applicants with a 0-100 Fit Score built from criteria the recruiter configures, and adds verified skill badges, applicant review, interview scheduling and campus-event tools.
Vendor profile
Sapia.ai
Structured, text-based chat interview that scores candidates on personality (HEXACO) and competency traits - with no video, audio, or demographic data used.
§ The record
RippleMatch is filed under Candidate sourcing AI, Sapia.ai under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Sapia.ai is in scope of Mobley v. Workday.
| Record | RippleMatch | Sapia.ai |
|---|---|---|
| Price tier | Mid | Enterprise |
| Headquarters | US | AU |
| Founded | 2016 | 2013 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 47% of the movement so far
Article 11 Technical Documentation
RippleMatch 46 · Sapia.ai 70
4.8 weighted points to Sapia.ai
15% weight · 64% of the movement so far
Data Governance Disclosure
RippleMatch 50 · Sapia.ai 62
1.8 weighted points to Sapia.ai
12% weight · 79% of the movement so far
Post-Market Monitoring
RippleMatch 37 · Sapia.ai 50
1.6 weighted points to Sapia.ai
15% weight · 91% of the movement so far
FRIA Support
RippleMatch 27 · Sapia.ai 35
1.2 weighted points to Sapia.ai
12% weight · 97% of the movement so far
Human Oversight Design
RippleMatch 57 · Sapia.ai 62
0.6 weighted points to Sapia.ai
18% weight · 98% of the movement so far
Bias Audit Transparency
RippleMatch 53 · Sapia.ai 52
0.2 weighted points to RippleMatch
8% weight · 100% of the movement so far
Customer Documentation
RippleMatch 60 · Sapia.ai 62
0.2 weighted points to Sapia.ai
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -9.9 — the difference between the two totals before either is rounded. Shares are of 10.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -10 beside that -9.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is RippleMatch minus Sapia.ai.
| Category | Weight | RippleMatch | Sapia.ai | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 46 | 70 | -24 | -4.8 |
| Bias Audit Transparency | 18% | 53 | 52 | +1 | +0.2 |
| FRIA Support | 15% | 27 | 35 | -8 | -1.2 |
| Data Governance Disclosure | 15% | 50 | 62 | -12 | -1.8 |
| Human Oversight Design | 12% | 57 | 62 | -5 | -0.6 |
| Post-Market Monitoring | 12% | 37 | 50 | -13 | -1.6 |
| Customer Documentation | 8% | 60 | 62 | -2 | -0.2 |
| Total | 100% | 46 (F) | 56 (F) | -10 | -9.9 |
§ Evidence
Cited sources and documented absences, criterion by criterion.
An absence is a finding, not a blank: the reviewer looked for a named artefact and recorded that it is not located. Where a source sits is a fact about hosting only.
| Criterion | Weight | RippleMatch | Sapia.ai | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 7 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 5 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 7 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 5 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain | 16 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
RippleMatch has 42 evidence rows across 7 of 7 criteria — 35 with a source URL, 7 documented absences; Sapia.ai has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 documented absences; some documentation or audit rows for RippleMatch and Sapia.ai sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 62 evidence rows on file for these two vendors: 42 for RippleMatch, across 5 distinct source domains, and 20 for Sapia.ai, across 2 distinct source domains.
- Rubric
- v1.0
- RippleMatch last reviewed
- September 25, 2026 · HireAIScore editorial team
- Sapia.ai last reviewed
- June 7, 2026 · HireAIScore editorial team
HireAIScore scores are editorial research, not legal advice, and no vendor pays for placement, scoring or removal — see the methodology, conflicts policy and terms.
§ Where next